Elizabeth is a statistician specialising in the design and analysis of large impact evaluations. Elizabeth is an expert in both randomised and non-randomised designs and has a particular interest in complex interventions. Elizabeth has provided statistical advice for the IDEAS project from survey design and analysis to statistical approaches to evaluate the comparability of linking methods.